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README.md DELETED
@@ -1,168 +0,0 @@
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- ---
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- annotations_creators:
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- - crowdsourced
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- language_creators:
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- - found
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- language:
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- - de
8
- - fr
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- license:
10
- - mit
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- multilinguality:
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- - multilingual
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- size_categories:
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- - 10K<n<100K
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- source_datasets: []
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- task_categories:
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- - text-classification
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- task_ids:
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- - fact-checking
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- pretty_name: X-Stance
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- tags:
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- - stance-detection
23
- ---
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-
25
- # Dataset Card for X-Stance
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-
27
- ## Table of Contents
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- - [Table of Contents](#table-of-contents)
29
- - [Dataset Description](#dataset-description)
30
- - [Dataset Summary](#dataset-summary)
31
- - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- - [Languages](#languages)
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- - [Dataset Structure](#dataset-structure)
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- - [Data Instances](#data-instances)
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- - [Data Fields](#data-fields)
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- - [Data Splits](#data-splits)
37
- - [Dataset Creation](#dataset-creation)
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- - [Curation Rationale](#curation-rationale)
39
- - [Source Data](#source-data)
40
- - [Annotations](#annotations)
41
- - [Personal and Sensitive Information](#personal-and-sensitive-information)
42
- - [Considerations for Using the Data](#considerations-for-using-the-data)
43
- - [Social Impact of Dataset](#social-impact-of-dataset)
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- - [Discussion of Biases](#discussion-of-biases)
45
- - [Other Known Limitations](#other-known-limitations)
46
- - [Additional Information](#additional-information)
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- - [Dataset Curators](#dataset-curators)
48
- - [Licensing Information](#licensing-information)
49
- - [Citation Information](#citation-information)
50
- - [Contributions](#contributions)
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-
52
- ## Dataset Description
53
-
54
- - **Repository:** [https://github.com/ZurichNLP/xstance](https://github.com/ZurichNLP/xstance)
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- - **Paper:** [http://ceur-ws.org/Vol-2624/paper9.pdf](http://ceur-ws.org/Vol-2624/paper9.pdf), [https://arxiv.org/abs/2003.08385](https://arxiv.org/abs/2003.08385)
56
- - **Point of Contact:** [Jannis Vamvas](https://twitter.com/j_vamvas)
57
-
58
- ### Dataset Summary
59
-
60
- The x-stance dataset contains more than 150 political questions, and 67k comments written by candidates on those questions. The comments are partly German, partly French and Italian. The data have been extracted from the Swiss voting advice platform Smartvote.
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-
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- ### Languages
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-
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- German, French/Italian
65
-
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- ## Dataset Structure
67
-
68
- ### Data Instances
69
- An example of 'train' looks as follows:
70
- ```
71
- {
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- 'id': '0',
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- 'question': 'Eine Volksinitiative fordert, dass die Gesamtfläche der Bauzonen in der Schweiz für die nächsten 20 Jahre auf dem heutigen Stand begrenzt wird. Befürworten Sie dieses Anliegen?',
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- 'comment': 'Eine fixe Grösse verbieten, ist das falsche Mittel', '
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- 'label': 0
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- }
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- ```
78
-
79
- ### Data Fields
80
-
81
- - `id`: a 'string' feature.
82
- - `question`: a 'string' expressing a claim/topic.
83
- - `comment`: a 'string' to be classified for its stance to the source.
84
- - `label`:
85
- ```
86
- 0: "AGAINST",
87
- 1: "FAVOR"
88
- ```
89
-
90
- ### Data Splits
91
-
92
- |languages|name|instances|
93
- |---------|----|----:|
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- |de|train|33850|
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- |de|validation|2871|
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- |de|test|11891|
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- |fr|train|11790|
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- |fr|validation|1055|
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- |fr|test|5814|
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-
101
- ## Dataset Creation
102
-
103
- ### Curation Rationale
104
-
105
- [More Information Needed]
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-
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- ### Source Data
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-
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- #### Initial Data Collection and Normalization
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-
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- [More Information Needed]
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-
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- #### Who are the source language producers?
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-
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- [More Information Needed]
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-
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- ### Annotations
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-
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- #### Annotation process
120
-
121
- [More Information Needed]
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-
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- #### Who are the annotators?
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-
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- [More Information Needed]
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-
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- ### Personal and Sensitive Information
128
-
129
- [More Information Needed]
130
-
131
- ## Considerations for Using the Data
132
-
133
- ### Social Impact of Dataset
134
-
135
- [More Information Needed]
136
-
137
- ### Discussion of Biases
138
-
139
- [More Information Needed]
140
-
141
- ### Other Known Limitations
142
-
143
- [More Information Needed]
144
-
145
- ## Additional Information
146
-
147
- ### Dataset Curators
148
-
149
- [More Information Needed]
150
-
151
- ### Licensing Information
152
-
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- [MIT License](https://github.com/ZurichNLP/xstance/blob/master/LICENSE)
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-
155
- ### Citation Information
156
-
157
- ```
158
- @article{vamvas2020x,
159
- title={X-stance: A multilingual multi-target dataset for stance detection},
160
- author={Vamvas, Jannis and Sennrich, Rico},
161
- journal={arXiv preprint arXiv:2003.08385},
162
- year={2020}
163
- }
164
- ```
165
-
166
- ### Contributions
167
-
168
- Thanks to [mkonxd](https://github.com/mkonxd), [leondz](https://github.com/leondz) for adding this dataset.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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x-stance.py DELETED
@@ -1,102 +0,0 @@
1
- # Copyright 2022 Mads Kongsbak and Leon Derczynski
2
- #
3
- # Licensed under the Apache License, Version 2.0 (the "License");
4
- # you may not use this file except in compliance with the License.
5
- # You may obtain a copy of the License at
6
- #
7
- # http://www.apache.org/licenses/LICENSE-2.0
8
- #
9
- # Unless required by applicable law or agreed to in writing, software
10
- # distributed under the License is distributed on an "AS IS" BASIS,
11
- # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
- # See the License for the specific language governing permissions and
13
- # limitations under the License.
14
- """X-stance dataset for German and French/Italian stance detection"""
15
-
16
-
17
- import csv
18
- import json
19
- import os
20
-
21
- import datasets
22
-
23
- _CITATION = """\
24
- @inproceedings{vamvas2020xstance,
25
- author = "Vamvas, Jannis and Sennrich, Rico",
26
- title = "{X-Stance}: A Multilingual Multi-Target Dataset for Stance Detection",
27
- booktitle = "Proceedings of the 5th Swiss Text Analytics Conference (SwissText) \& 16th Conference on Natural Language Processing (KONVENS)",
28
- address = "Zurich, Switzerland",
29
- year = "2020",
30
- month = "jun",
31
- url = "http://ceur-ws.org/Vol-2624/paper9.pdf"
32
- }
33
- """
34
-
35
- _DESCRIPTION = """\
36
- The x-stance dataset contains more than 150 political questions, and 67k comments written by candidates on those questions. The comments are partly German, partly French and Italian. The data have been extracted from the Swiss voting advice platform Smartvote.
37
- """
38
-
39
- _HOMEPAGE = ""
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-
41
- _LICENSE = "cc-by-4.0"
42
-
43
- class XStanceConfig(datasets.BuilderConfig):
44
-
45
- def __init__(self, **kwargs):
46
- super(XStanceConfig, self).__init__(**kwargs)
47
-
48
- class XStance(datasets.GeneratorBasedBuilder):
49
- """The x-stance dataset split into two datasets in German and French/Italian"""
50
-
51
- VERSION = datasets.Version("1.0.0")
52
-
53
- BUILDER_CONFIGS = [
54
- XStanceConfig(name="de", version=VERSION, description=""),
55
- XStanceConfig(name="fr", version=VERSION, description="")
56
- ]
57
-
58
- def _info(self):
59
- features = datasets.Features(
60
- {
61
- "id": datasets.Value("string"),
62
- "question": datasets.Value("string"),
63
- "comment": datasets.Value("string"),
64
- "label": datasets.features.ClassLabel(
65
- names=[
66
- "AGAINST",
67
- "FAVOR",
68
- ]
69
- )
70
- }
71
- )
72
-
73
- return datasets.DatasetInfo(
74
- description=_DESCRIPTION,
75
- features=features,
76
- homepage=_HOMEPAGE,
77
- license=_LICENSE,
78
- citation=_CITATION,
79
- )
80
-
81
- def _split_generators(self, dl_manager):
82
- train_text = dl_manager.download_and_extract(f"x-stance-train-{self.config.name}.csv")
83
- valid_text = dl_manager.download_and_extract(f"x-stance-valid-{self.config.name}.csv")
84
- test_text = dl_manager.download_and_extract(f"x-stance-test-{self.config.name}.csv")
85
-
86
- return [
87
- datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": train_text, "split": "train"}),
88
- datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": valid_text, "split": "validation"}),
89
- datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": test_text, "split": "test"}),
90
- ]
91
-
92
- def _generate_examples(self, filepath, split):
93
- with open(filepath, encoding="utf-8") as f:
94
- reader = csv.DictReader(f, delimiter=",")
95
- guid = 0
96
- for instance in reader:
97
- instance["question"] = instance.pop("question")
98
- instance["comment"] = instance.pop("comment")
99
- instance["label"] = instance.pop("label")
100
- instance['id'] = str(guid)
101
- yield guid, instance
102
- guid += 1